{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import math\n",
    "import pandas as pd \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "seq_name = \"RaceHorses\"\n",
    "QP = \"QP22\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def frame_processing(filename,currframe = 0):\n",
    "    f = open(\"D:/frame/\"+filename+\"/\"+filename+'%d'%currframe+'.txt', \"r\")\n",
    "    rowlist = []\n",
    "    for line in f:\n",
    "        rowpix = line.split(\" \")\n",
    "        results = [int(i) for i in rowpix[:-1]]\n",
    "        rowlist.append(results)\n",
    "    img = np.asarray(rowlist)\n",
    "    img = img /4\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def frame_padding(frame,CTU_size = 128):\n",
    "    width , height = frame.shape[1],frame.shape[0]\n",
    "    #print(width,height)\n",
    "    width_CTU_nums = math.ceil(width/128)\n",
    "    height_CTU_nums = math.ceil(height/128)\n",
    "    pad_frame = np.zeros((height_CTU_nums*128,width_CTU_nums*128))\n",
    "    for x in range(height):\n",
    "        for y in range(width):\n",
    "            pad_frame[x][y] = frame[x][y]\n",
    "    return pad_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = frame_processing(seq_name,0)\n",
    "yuv_img_padding = frame_padding(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "origin frame:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a9b048b908>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "yuv_img = Image.fromarray(img.astype('uint8')).convert('YCbCr')\n",
    "\n",
    "print(\"origin frame:\")\n",
    "plt.imshow(yuv_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "padding frame:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a9b04f5c18>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"padding frame:\")\n",
    "yuv_img_padding = Image.fromarray(yuv_img_padding.astype('uint8')).convert('YCbCr')\n",
    "plt.imshow(yuv_img_padding)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def frame_partition(test_seq,unit , img , yuv_img , QP = \"QP\" , currframe = 0):\n",
    "    frame_width , frame_height = img.shape[1],img.shape[0]\n",
    "    CTU_NUM = math.ceil(frame_width/128) * math.ceil(frame_height/128)\n",
    "    frame_partition = np.zeros((frame_height,frame_width))\n",
    "    fig,ax = plt.subplots(1)\n",
    "    ax.imshow(yuv_img)\n",
    "    begin = currframe * CTU_NUM\n",
    "    for i in range(begin,CTU_NUM+begin):\n",
    "        f = open(\"D:/frame/\"+seq_name+\"/\"+\"/\"+QP+\"/\"+unit+'_%d.txt'%(i), \"r\")\n",
    "        for line in f:\n",
    "            row = line.split(\" \")\n",
    "            startx , starty , height , width = int(row[0]) , int(row[1]) , int(row[2]) , int(row[3])\n",
    "            if startx == 0 and starty==0 and height == 0 and width == 0:\n",
    "                continue\n",
    "            rect = patches.Rectangle((startx,starty),width,height,linewidth=1,edgecolor='red',facecolor='none')\n",
    "            ax.add_patch(rect)\n",
    "    print(unit+\" Partition:\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CTU Partition:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frame_partition(seq_name,\"CTU\",img,yuv_img,QP,currframe = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def depth_label(test_seq,yuv_img_padding,yuv_img,CTU_index=0,cnt=0,frame_num = 0,QP = \"QP\",train=True):\n",
    "    global data\n",
    "    org_width,org_height = yuv_img.size\n",
    "    #print(org_width,org_height )\n",
    "    width , height = yuv_img_padding.size\n",
    "    frame_padding = yuv_img_padding.convert('RGB')\n",
    "    for beginy in range(0, height, 128):\n",
    "        for beginx in range(0, width, 128):\n",
    "\n",
    "            f = open(\"D:/frame/\"+test_seq+\"/\"+QP+\"/CTU_%d.txt\"%CTU_index, \"r\")\n",
    "            #print(beginy,beginx)\n",
    "            #print(CTU_index)\n",
    "            label_dict = [0]*16\n",
    "            TT_dict = [0]*16\n",
    "            label_dict_QT = [0]*16\n",
    "            for line in f:   \n",
    "                row = line.split(\" \")\n",
    "                startx,starty,depth,btdepth,mtdepth = int(row[0]),int(row[1]),int(row[4]), int(row[5]),int(row[6])\n",
    "                cuheight , cuwidth = int(row[2]) , int(row[3])\n",
    "                if startx == 0 and starty==0 and cuheight == 0 and cuwidth == 0:\n",
    "                    continue\n",
    "                if (startx - beginx)//32 == 0 and (starty - beginy)//32 == 0:\n",
    "                    label_dict[0] = max(label_dict[0],2*depth+btdepth)\n",
    "                    TT_dict[0] = max(TT_dict[0],btdepth-mtdepth)\n",
    "                    label_dict_QT[0] = max(label_dict_QT[0],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 1 and (starty - beginy)//32 == 0:\n",
    "                    label_dict[1] = max(label_dict[1],2*depth+btdepth)\n",
    "                    TT_dict[1] = max(TT_dict[1],btdepth-mtdepth)\n",
    "                    label_dict_QT[1] = max(label_dict_QT[1],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 2 and (starty - beginy)//32 == 0:\n",
    "                    label_dict[2] = max(label_dict[2],2*depth+btdepth)\n",
    "                    TT_dict[2] = max(TT_dict[2],btdepth-mtdepth)\n",
    "                    label_dict_QT[2] = max(label_dict_QT[2],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 3 and (starty - beginy)//32 == 0:\n",
    "                    label_dict[3] = max(label_dict[3],2*depth+btdepth)\n",
    "                    TT_dict[3] = max(TT_dict[3],btdepth-mtdepth)\n",
    "                    label_dict_QT[3] = max(label_dict_QT[3],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 0 and (starty - beginy)//32 == 1:\n",
    "                    label_dict[4] = max(label_dict[4],2*depth+btdepth)\n",
    "                    TT_dict[4] = max(TT_dict[4],btdepth-mtdepth)\n",
    "                    label_dict_QT[4] = max(label_dict_QT[4],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 1 and (starty - beginy)//32 == 1:\n",
    "                    label_dict[5] = max(label_dict[5],2*depth+btdepth)\n",
    "                    TT_dict[5] = max(TT_dict[5],btdepth-mtdepth)\n",
    "                    label_dict_QT[5] = max(label_dict_QT[5],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 2 and (starty - beginy)//32 == 1:\n",
    "                    label_dict[6] = max(label_dict[6],2*depth+btdepth)\n",
    "                    TT_dict[6] = max(TT_dict[6],btdepth-mtdepth)\n",
    "                    label_dict_QT[6] = max(label_dict_QT[6],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 3 and (starty - beginy)//32 == 1:\n",
    "                    label_dict[7] = max(label_dict[7],2*depth+btdepth)\n",
    "                    TT_dict[7] = max(TT_dict[7],btdepth-mtdepth)\n",
    "                    label_dict_QT[7] = max(label_dict_QT[7],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 0 and (starty - beginy)//32 == 2:\n",
    "                    label_dict[8] = max(label_dict[8],2*depth+btdepth)\n",
    "                    TT_dict[8] = max(TT_dict[8],btdepth-mtdepth)\n",
    "                    label_dict_QT[8] = max(label_dict_QT[8],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 1 and (starty - beginy)//32 == 2:\n",
    "                    label_dict[9] = max(label_dict[9],2*depth+btdepth)\n",
    "                    TT_dict[9] = max(TT_dict[9],btdepth-mtdepth)\n",
    "                    label_dict_QT[9] = max(label_dict_QT[9],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 2 and (starty - beginy)//32 == 2:\n",
    "                    label_dict[10] = max(label_dict[10],2*depth+btdepth)\n",
    "                    TT_dict[10] = max(TT_dict[10],btdepth-mtdepth)\n",
    "                    label_dict_QT[10] = max(label_dict_QT[10],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 3 and (starty - beginy)//32 == 2:\n",
    "                    label_dict[11] = max(label_dict[11],2*depth+btdepth)\n",
    "                    TT_dict[11] = max(TT_dict[11],btdepth-mtdepth)\n",
    "                    label_dict_QT[11] = max(label_dict_QT[11],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 0 and (starty - beginy)//32 == 3:\n",
    "                    label_dict[12] = max(label_dict[12],2*depth+btdepth)\n",
    "                    TT_dict[12] = max(TT_dict[12],btdepth-mtdepth)\n",
    "                    label_dict_QT[12] = max(label_dict_QT[12],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 1 and (starty - beginy)//32 == 3:\n",
    "                    label_dict[13] = max(label_dict[13],2*depth+btdepth)\n",
    "                    TT_dict[13] = max(TT_dict[13],btdepth-mtdepth)\n",
    "                    label_dict_QT[13] = max(label_dict_QT[13],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 2 and (starty - beginy)//32 == 3:\n",
    "                    label_dict[14] = max(label_dict[14],2*depth+btdepth)\n",
    "                    TT_dict[14] = max(TT_dict[14],btdepth-mtdepth)\n",
    "                    label_dict_QT[14] = max(label_dict_QT[14],10*depth+btdepth)\n",
    "                elif (startx - beginx)//32 == 3 and (starty - beginy)//32 == 3:\n",
    "                    label_dict[15] = max(label_dict[15],2*depth+btdepth)\n",
    "                    TT_dict[15] = max(TT_dict[15],btdepth-mtdepth)\n",
    "                    label_dict_QT[15] = max(label_dict_QT[15],10*depth+btdepth)\n",
    "            #print(label_dict)\n",
    "            if label_dict[0] == 2 :\n",
    "                label_dict[1] = 2\n",
    "                label_dict[4] = 2\n",
    "                label_dict[5] = 2\n",
    "                TT_dict[1] = 0\n",
    "                TT_dict[4] = 0\n",
    "                TT_dict[5] = 0\n",
    "                label_dict_QT[1] = 10\n",
    "                label_dict_QT[4] = 10\n",
    "                label_dict_QT[5] = 10\n",
    "                \n",
    "            if label_dict[2] == 2 :\n",
    "                label_dict[3] = 2 \n",
    "                label_dict[6] = 2\n",
    "                label_dict[7] =  2\n",
    "                TT_dict[3] = 0\n",
    "                TT_dict[6] = 0\n",
    "                TT_dict[7] = 0\n",
    "                label_dict_QT[3] = 10\n",
    "                label_dict_QT[6] = 10\n",
    "                label_dict_QT[7] = 10\n",
    "               \n",
    "            if label_dict[8] == 2 :\n",
    "                label_dict[9] = 2 \n",
    "                label_dict[12] = 2 \n",
    "                label_dict[13] = 2\n",
    "                TT_dict[9] = 0\n",
    "                TT_dict[12] = 0\n",
    "                TT_dict[13] = 0\n",
    "                label_dict_QT[9] = 10\n",
    "                label_dict_QT[12] = 10\n",
    "                label_dict_QT[13] = 10\n",
    "               \n",
    "            if label_dict[10] == 2 :\n",
    "                label_dict[11] = 2 \n",
    "                label_dict[14] = 2 \n",
    "                label_dict[15] = 2\n",
    "                TT_dict[11] = 0\n",
    "                TT_dict[14] = 0\n",
    "                TT_dict[15] = 0\n",
    "                label_dict_QT[11] = 10 \n",
    "                label_dict_QT[14] = 10 \n",
    "                label_dict_QT[15] = 10\n",
    "            #print(label_dict)\n",
    "            #print(TT_dict)\n",
    "            #print(label_dict_QT)\n",
    "            index = 0\n",
    "            for row_i in range(beginy, beginy+128, 32):\n",
    "                for col_i in range(beginx, beginx+128, 32):\n",
    "                    if col_i > org_width or col_i + 32 > org_width or row_i > org_height or row_i + 32 > org_height:\n",
    "                        index +=1\n",
    "                        continue\n",
    "                    crop = frame_padding.crop((col_i, row_i, col_i + 32, row_i + 32))\n",
    "                    if train == False: \n",
    "                        crop.save(\"D:/ValidEnd2End/\"+QP+\"/CU_\"+test_seq+\"_\"+str(cnt)+\".png\",\"PNG\")\n",
    "                        imgname = \"D:/ValidEnd2End/\"+QP+\"/CU_\"+test_seq+\"_\"+str(cnt)+\".png\"\n",
    "                        QTMT = label_dict[index]\n",
    "                        TT = TT_dict[index]\n",
    "                        if TT_dict[index] > 0:\n",
    "                            TT = 1\n",
    "                        QT = label_dict_QT[index]//10\n",
    "                        if QT == 4:\n",
    "                            QT = 3\n",
    "                        data.append([imgname,QTMT,TT,QT])\n",
    "                    elif  train == True :\n",
    "                        crop.save(\"D:/TrainEnd2End/\"+QP+\"/CU_\"+test_seq+\"_\"+str(cnt)+\".png\",\"PNG\")\n",
    "                        imgname = \"D:/TrainEnd2End/\"+QP+\"/CU_\"+test_seq+\"_\"+str(cnt)+\".png\"\n",
    "                        QTMT = label_dict[index]\n",
    "                        TT = TT_dict[index]\n",
    "                        if TT_dict[index] > 0:\n",
    "                            TT = 1\n",
    "                        QT = label_dict_QT[index]//10\n",
    "                        if QT == 4:\n",
    "                            QT = 3\n",
    "                        data.append([imgname,QTMT,TT,QT])\n",
    "                    cnt+=1\n",
    "                    index +=1\n",
    "            \n",
    "            CTU_index+=1\n",
    "            #print(CTU_index)\n",
    "    return CTU_index,cnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tango2\n",
      "Finish\n",
      "FoodMarket4\n",
      "Finish\n",
      "Campfire\n",
      "Finish\n",
      "CatRobot1\n",
      "Finish\n",
      "DaylightRoad2\n",
      "Finish\n",
      "ParkRunning3\n",
      "Finish\n",
      "MarketPlace\n",
      "Finish\n",
      "RitualDance\n",
      "Finish\n",
      "Cactus\n",
      "Finish\n",
      "BasketballDrive\n",
      "Finish\n",
      "BQTerrace\n",
      "Finish\n",
      "RaceHorsesC\n",
      "Finish\n",
      "BQMall\n",
      "Finish\n",
      "PartyScene\n",
      "Finish\n",
      "BasketballDrill\n",
      "Finish\n",
      "RaceHorses\n",
      "Finish\n",
      "BQSquare\n",
      "Finish\n",
      "BlowingBubbles\n",
      "Finish\n",
      "BasketballPass\n",
      "Finish\n",
      "FourPeople\n",
      "Finish\n",
      "Johnny\n",
      "Finish\n",
      "KristenAndSara\n",
      "Finish\n",
      "Tango2\n",
      "Finish\n",
      "FoodMarket4\n",
      "Finish\n",
      "Campfire\n",
      "Finish\n",
      "CatRobot1\n",
      "Finish\n",
      "DaylightRoad2\n",
      "Finish\n",
      "ParkRunning3\n",
      "Finish\n",
      "MarketPlace\n",
      "Finish\n",
      "RitualDance\n",
      "Finish\n",
      "Cactus\n",
      "Finish\n",
      "BasketballDrive\n",
      "Finish\n",
      "BQTerrace\n",
      "Finish\n",
      "RaceHorsesC\n",
      "Finish\n",
      "BQMall\n",
      "Finish\n",
      "PartyScene\n",
      "Finish\n",
      "BasketballDrill\n",
      "Finish\n",
      "RaceHorses\n",
      "Finish\n",
      "BQSquare\n",
      "Finish\n",
      "BlowingBubbles\n",
      "Finish\n",
      "BasketballPass\n",
      "Finish\n",
      "FourPeople\n",
      "Finish\n",
      "Johnny\n",
      "Finish\n",
      "KristenAndSara\n",
      "Finish\n",
      "Tango2\n",
      "Finish\n",
      "FoodMarket4\n",
      "Finish\n",
      "Campfire\n",
      "Finish\n",
      "CatRobot1\n",
      "Finish\n",
      "DaylightRoad2\n",
      "Finish\n",
      "ParkRunning3\n",
      "Finish\n",
      "MarketPlace\n",
      "Finish\n",
      "RitualDance\n",
      "Finish\n",
      "Cactus\n",
      "Finish\n",
      "BasketballDrive\n",
      "Finish\n",
      "BQTerrace\n",
      "Finish\n",
      "RaceHorsesC\n",
      "Finish\n",
      "BQMall\n",
      "Finish\n",
      "PartyScene\n",
      "Finish\n",
      "BasketballDrill\n",
      "Finish\n",
      "RaceHorses\n",
      "Finish\n",
      "BQSquare\n",
      "Finish\n",
      "BlowingBubbles\n",
      "Finish\n",
      "BasketballPass\n",
      "Finish\n",
      "FourPeople\n",
      "Finish\n",
      "Johnny\n",
      "Finish\n",
      "KristenAndSara\n",
      "Finish\n",
      "Tango2\n",
      "Finish\n",
      "FoodMarket4\n",
      "Finish\n",
      "Campfire\n",
      "Finish\n",
      "CatRobot1\n",
      "Finish\n",
      "DaylightRoad2\n",
      "Finish\n",
      "ParkRunning3\n",
      "Finish\n",
      "MarketPlace\n",
      "Finish\n",
      "RitualDance\n",
      "Finish\n",
      "Cactus\n",
      "Finish\n",
      "BasketballDrive\n",
      "Finish\n",
      "BQTerrace\n",
      "Finish\n",
      "RaceHorsesC\n",
      "Finish\n",
      "BQMall\n",
      "Finish\n",
      "PartyScene\n",
      "Finish\n",
      "BasketballDrill\n",
      "Finish\n",
      "RaceHorses\n",
      "Finish\n",
      "BQSquare\n",
      "Finish\n",
      "BlowingBubbles\n",
      "Finish\n",
      "BasketballPass\n",
      "Finish\n",
      "FourPeople\n",
      "Finish\n",
      "Johnny\n",
      "Finish\n",
      "KristenAndSara\n",
      "Finish\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "QPList = [\"QP22\",\"QP27\",\"QP32\",\"QP37\"]\n",
    "#QPList = [\"QP37\"]\n",
    "\n",
    "seq_list = [\"Tango2\",\"FoodMarket4\",\"Campfire\",\"CatRobot1\",\"DaylightRoad2\",\"ParkRunning3\",\"MarketPlace\",\"RitualDance\",\n",
    "            \"Cactus\",\"BasketballDrive\",\"BQTerrace\",\"RaceHorsesC\",\"BQMall\",\"PartyScene\",\"BasketballDrill\",\"RaceHorses\",\n",
    "            \"BQSquare\",\"BlowingBubbles\",\"BasketballPass\",\"FourPeople\",\"Johnny\",\"KristenAndSara\"\n",
    "            ]\n",
    "#seq_list = {\"intra_train_1\":60,\"intra_train_2\":40,\"intra_train_3\":30,\"intra_train_4\":30}\n",
    "#seq_list = {\"intra_train_1\":1}\n",
    "\n",
    "for QP in QPList:\n",
    "    data = []\n",
    "\n",
    "    for seq_name in seq_list:\n",
    "        CTU_index,cnt = 0,0\n",
    "        \n",
    "        print(seq_name)\n",
    "        for i in range(1):\n",
    "            img = frame_processing(seq_name,currframe = i)\n",
    "            yuv_img = Image.fromarray(img.astype('uint8')).convert('YCbCr')\n",
    "            yuv_img_padding = frame_padding(img)\n",
    "            yuv_img_padding = Image.fromarray(yuv_img_padding.astype('uint8')).convert('YCbCr')\n",
    "            CTU_index,cnt = depth_label(seq_name,yuv_img_padding,yuv_img, CTU_index , cnt , i ,QP,False)\n",
    "            #print(i,CTU_index,cnt)\n",
    "            \n",
    "    \n",
    "        print(\"Finish\") \n",
    "    df = pd.DataFrame(data, columns = ['filepath', 'QTMT', 'TT', 'QT']) \n",
    "    df.to_pickle(\"D:/ValidEnd2End/valid_\"+QP+\".pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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